Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall

Posted January 17, 2024 on medRxiv. The development of effective Early Warning Systems (EWS) for climate-driven zoonotic diseases has been hindered by a lack of predictors with adequate lead time for effective interventions. Atmosphere-Ocean coupled phenomena present predictability beyond the atmosp...

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Main Authors: San-José, Adrià, Aoun, Karim, Lemrani, Meryem, Idis, Mhaidi, Bouratbine, Aida, Paul, Richard, E., Rodó, Xavier
Other Authors: Instituto de Salud Global - Institute For Global Health Barcelona (ISGlobal), Institut Pasteur de Tunis, Réseau International des Instituts Pasteur (RIIP), Institut Pasteur du Maroc, Écologie et Émergence des Pathogènes Transmis par les Arthropodes / Ecology and Emergence of Arthropod-borne Pathogens, Institut Pasteur Paris (IP)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Institució Catalana de Recerca i Estudis Avançats = Catalan Institution for Research and Advanced Studies (ICREA), A.SJ was supported by a fellowship from “la Caixa” Foundation, Spain (ID 100010434, fellowship code LCF/BQ/DR 19/11740017). A. SJ and X.R . acknowledge the support from the grant CEX2018-000806-S funded by MCIN/AEI/10.13039/501100011033 and support from the Generalitat de Catalunya through the CERCA Program.
Format: Report
Language:English
Published: HAL CCSD 2024
Subjects:
Online Access:https://pasteur.hal.science/pasteur-04559670
https://pasteur.hal.science/pasteur-04559670/document
https://pasteur.hal.science/pasteur-04559670/file/2023.12.14.23299949v3.full.pdf
https://doi.org/10.1101/2023.12.14.23299949
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spelling ftriip:oai:HAL:pasteur-04559670v1 2024-09-15T18:23:40+00:00 Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall San-José, Adrià Aoun, Karim Lemrani, Meryem Idis, Mhaidi Bouratbine, Aida Paul, Richard, E. Rodó, Xavier Instituto de Salud Global - Institute For Global Health Barcelona (ISGlobal) Institut Pasteur de Tunis Réseau International des Instituts Pasteur (RIIP) Institut Pasteur du Maroc Écologie et Émergence des Pathogènes Transmis par les Arthropodes / Ecology and Emergence of Arthropod-borne Pathogens Institut Pasteur Paris (IP)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE) Institució Catalana de Recerca i Estudis Avançats = Catalan Institution for Research and Advanced Studies (ICREA) A.SJ was supported by a fellowship from “la Caixa” Foundation, Spain (ID 100010434, fellowship code LCF/BQ/DR 19/11740017). A. SJ and X.R . acknowledge the support from the grant CEX2018-000806-S funded by MCIN/AEI/10.13039/501100011033 and support from the Generalitat de Catalunya through the CERCA Program. 2024-04-25 https://pasteur.hal.science/pasteur-04559670 https://pasteur.hal.science/pasteur-04559670/document https://pasteur.hal.science/pasteur-04559670/file/2023.12.14.23299949v3.full.pdf https://doi.org/10.1101/2023.12.14.23299949 en eng HAL CCSD info:eu-repo/semantics/altIdentifier/doi/10.1101/2023.12.14.23299949 pasteur-04559670 https://pasteur.hal.science/pasteur-04559670 https://pasteur.hal.science/pasteur-04559670/document https://pasteur.hal.science/pasteur-04559670/file/2023.12.14.23299949v3.full.pdf doi:10.1101/2023.12.14.23299949 MEDRXIV: 2023.12.14.23299949 http://creativecommons.org/licenses/by-nc-nd/ info:eu-repo/semantics/OpenAccess https://pasteur.hal.science/pasteur-04559670 2024 [SDV]Life Sciences [q-bio] info:eu-repo/semantics/preprint Preprints, Working Papers, . 2024 ftriip https://doi.org/10.1101/2023.12.14.23299949 2024-07-22T23:43:40Z Posted January 17, 2024 on medRxiv. The development of effective Early Warning Systems (EWS) for climate-driven zoonotic diseases has been hindered by a lack of predictors with adequate lead time for effective interventions. Atmosphere-Ocean coupled phenomena present predictability beyond the atmospheric deterministic limits and therefore are potentially useful climate drivers to be integrated in mathematical models. While the El Niño-Southern Oscillation (ENSO) has been used to forecast disease dynamics in equatorial and tropical regions, there is a lack of similar applications for temperate areas, likely because of the perceived unpredictability of atmospheric systems such as the North Atlantic Oscillation (NAO). This study challenges this notion by establishing a connection between the NAO and its oceanic counterpart, the Atlantic Multidecadal Oscillation (AMO), revealing common low-frequency components that strongly modulate Cutaneous Leishmaniasis (CL) in Northern Africa. We demonstrate not only short-term couplings, such as the known NAO’s impact on seasonal rainfall, which subsequently affects CL incidence, but we also uncover a significant lagged effect of approximately three years on rainfall and four years on CL incidence. Our findings reveal a unified, multiscale mechanism that influences CL epidemiology across different time scales, underscoring the predictive skill for short and long term time frames, which should be integrated in CL forecasting models. Report North Atlantic North Atlantic oscillation Réseau International des Instituts Pasteur, Paris: HAL-RIIP
institution Open Polar
collection Réseau International des Instituts Pasteur, Paris: HAL-RIIP
op_collection_id ftriip
language English
topic [SDV]Life Sciences [q-bio]
spellingShingle [SDV]Life Sciences [q-bio]
San-José, Adrià
Aoun, Karim
Lemrani, Meryem
Idis, Mhaidi
Bouratbine, Aida
Paul, Richard, E.
Rodó, Xavier
Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall
topic_facet [SDV]Life Sciences [q-bio]
description Posted January 17, 2024 on medRxiv. The development of effective Early Warning Systems (EWS) for climate-driven zoonotic diseases has been hindered by a lack of predictors with adequate lead time for effective interventions. Atmosphere-Ocean coupled phenomena present predictability beyond the atmospheric deterministic limits and therefore are potentially useful climate drivers to be integrated in mathematical models. While the El Niño-Southern Oscillation (ENSO) has been used to forecast disease dynamics in equatorial and tropical regions, there is a lack of similar applications for temperate areas, likely because of the perceived unpredictability of atmospheric systems such as the North Atlantic Oscillation (NAO). This study challenges this notion by establishing a connection between the NAO and its oceanic counterpart, the Atlantic Multidecadal Oscillation (AMO), revealing common low-frequency components that strongly modulate Cutaneous Leishmaniasis (CL) in Northern Africa. We demonstrate not only short-term couplings, such as the known NAO’s impact on seasonal rainfall, which subsequently affects CL incidence, but we also uncover a significant lagged effect of approximately three years on rainfall and four years on CL incidence. Our findings reveal a unified, multiscale mechanism that influences CL epidemiology across different time scales, underscoring the predictive skill for short and long term time frames, which should be integrated in CL forecasting models.
author2 Instituto de Salud Global - Institute For Global Health Barcelona (ISGlobal)
Institut Pasteur de Tunis
Réseau International des Instituts Pasteur (RIIP)
Institut Pasteur du Maroc
Écologie et Émergence des Pathogènes Transmis par les Arthropodes / Ecology and Emergence of Arthropod-borne Pathogens
Institut Pasteur Paris (IP)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)
Institució Catalana de Recerca i Estudis Avançats = Catalan Institution for Research and Advanced Studies (ICREA)
A.SJ was supported by a fellowship from “la Caixa” Foundation, Spain (ID 100010434, fellowship code LCF/BQ/DR 19/11740017). A. SJ and X.R . acknowledge the support from the grant CEX2018-000806-S funded by MCIN/AEI/10.13039/501100011033 and support from the Generalitat de Catalunya through the CERCA Program.
format Report
author San-José, Adrià
Aoun, Karim
Lemrani, Meryem
Idis, Mhaidi
Bouratbine, Aida
Paul, Richard, E.
Rodó, Xavier
author_facet San-José, Adrià
Aoun, Karim
Lemrani, Meryem
Idis, Mhaidi
Bouratbine, Aida
Paul, Richard, E.
Rodó, Xavier
author_sort San-José, Adrià
title Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall
title_short Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall
title_full Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall
title_fullStr Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall
title_full_unstemmed Multiscale predictability of Cutaneous Leishmaniasis in Morocco and Tunisia through the AMO-NAO coupling and its modulation of regional rainfall
title_sort multiscale predictability of cutaneous leishmaniasis in morocco and tunisia through the amo-nao coupling and its modulation of regional rainfall
publisher HAL CCSD
publishDate 2024
url https://pasteur.hal.science/pasteur-04559670
https://pasteur.hal.science/pasteur-04559670/document
https://pasteur.hal.science/pasteur-04559670/file/2023.12.14.23299949v3.full.pdf
https://doi.org/10.1101/2023.12.14.23299949
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_source https://pasteur.hal.science/pasteur-04559670
2024
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1101/2023.12.14.23299949
pasteur-04559670
https://pasteur.hal.science/pasteur-04559670
https://pasteur.hal.science/pasteur-04559670/document
https://pasteur.hal.science/pasteur-04559670/file/2023.12.14.23299949v3.full.pdf
doi:10.1101/2023.12.14.23299949
MEDRXIV: 2023.12.14.23299949
op_rights http://creativecommons.org/licenses/by-nc-nd/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.1101/2023.12.14.23299949
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